publications

2026

1. IJNME

   Style-Constrained Inverse Design of Microstructures With Tailored Mechanical Properties Using Unconditional Diffusion Models

   Weipeng Xu, Ziyuan Xie, Haoju Lin, and 3 more authors

   International Journal for Numerical Methods in Engineering, 2026

   DOI Bib

   @article{xu2026style,
     title = {Style-Constrained Inverse Design of Microstructures With Tailored Mechanical Properties Using Unconditional Diffusion Models},
     author = {Xu, Weipeng and Xie, Ziyuan and Lin, Haoju and Wang, Xinyu and Mou, Guangjin and Xue, Tianju},
     journal = {International Journal for Numerical Methods in Engineering},
     volume = {127},
     number = {13},
     pages = {e70376},
     year = {2026},
     publisher = {Wiley Online Library},
     doi = {https://doi.org/10.1002/nme.70376},
     url = {https://doi.org/10.1002/nme.70376},
   }

2. JMPS

   Frequency-domain Bayesian inference for identifying high-dimensional nonlinear mechanical properties of heterogeneous materials

   Yizhe Liu, Weipeng Xu, Ye Xu, and 4 more authors

   Journal of the Mechanics and Physics of Solids, 2026

   DOI Bib

   @article{LIU2026106625,
     title = {Frequency-domain Bayesian inference for identifying high-dimensional nonlinear mechanical properties of heterogeneous materials},
     journal = {Journal of the Mechanics and Physics of Solids},
     pages = {106625},
     year = {2026},
     issn = {0022-5096},
     doi = {https://doi.org/10.1016/j.jmps.2026.106625},
     url = {https://doi.org/10.1016/j.jmps.2026.106625},
     author = {Liu, Yizhe and Xu, Weipeng and Xu, Ye and Sun, Kaiqiang and Ding, Bin and Xue, Tianju and Chen, Yuli},
   }

3. SMO

   DiffLiB: High-fidelity differentiable modeling of lithium-ion batteries and efficient gradient-based parameter identification

   Weipeng Xu, Kaiqi Yang, Yuzhi Zhang, and 4 more authors

   Structural and Multidisciplinary Optimization, 2026

   DOI Bib

   @article{xu2026difflib,
     title = {DiffLiB: High-fidelity differentiable modeling of lithium-ion batteries and efficient gradient-based parameter identification},
     author = {Xu, Weipeng and Yang, Kaiqi and Zhang, Yuzhi and Zhang, Wenchang and Sun, Shichao and Mao, Sheng and Xue, Tianju},
     journal = {Structural and Multidisciplinary Optimization},
     volume = {69},
     number = {4},
     pages = {83},
     year = {2026},
     publisher = {Springer},
     doi = {https://doi.org/10.1007/s00158-026-04286-x},
     url = {https://doi.org/10.1007/s00158-026-04286-x},
   }